Organic phototransistors (OPTs), as photosensitive organic field‐effect transistors (OFETs), have gained significant attention due to their pivotal roles in imaging, optical communication, and night vision. However, their performance has been fundamentally limited by the Boltzmann distribution of charge carriers, which constrains the average subthreshold swing (SSave) to a minimum of 60 mV/decade at room temperature. In this study, we propose an innovative one‐transistor‐one‐memristor (1T1R) architecture to overcome the Boltzmann limit in conventional OFETs. By replacing the source electrode in an OFET with a memristor, the 1T1R device exploits the memristor's sharp resistance state transitions to achieve an ultra‐low SSave of 18 mV/decade. Consequently, the 1T1R devices demonstrate remarkable sensitivity to photo illumination, with a high specific detectivity of 3.9 × 109 cm W−1Hz1/2, outperforming conventional OPTs (4.9 × 104 cm W−1Hz1/2) by more than four orders of magnitude. The 1T1R architecture presents a potentially universal solution for overcoming the detrimental effects of “Boltzmann tyranny,” setting the stage for the development of ultra‐low SSave devices in various optoelectronic applications.This article is protected by copyright. All rights reserved